Basics of Machine Learning
Machine Learning – Types with Simple Numerical Examples Machine Learning – Types with Simple Numerical Examples 📘 1) Supervised Learning Meaning: Learn from labeled examples (inputs X with correct outputs y). Example: House price: Size (sq.ft) -> Price (lakhs). Train on (1000->50), (1500->75), (2000->100). Learned rule ~ Price = 0.05 * Size. Predict 1800 -> 90 lakhs. Has labels Prediction 🍎 1a) Classification (Supervised) Meaning: Predict a class label. Example: Fruit by weight (g). Bananas: 100,110,120. Apples: 150,160,170. New fruit 140. Means: Banana=110, Apple=160. Distances: |140-110|=30, |140-160|=20. Predict Apple (closer to 160). Yes/No or Category 📈 1b) Regression (Su...